MBTI2
saleh fayyaz
July 20, 2018
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## theme_mapin this phaze I first remove punctuation , website , … other unimportant word in posts .
data = read_csv("mbti_1.csv")## Parsed with column specification:
## cols(
## type = col_character(),
## posts = col_character()
## )clean=function(x){
x=str_replace_all(x,'[^[:alnum:]]',' ')
x=gsub("[\t]{2,}"," ",x)
x=gsub("[[:digit:]]"," ",x)
x=gsub("http.*"," ",x)
return(x)
}
head(data)## # A tibble: 6 x 2
## type posts
## <chr> <chr>
## 1 INFJ 'http://www.youtube.com/watch?v=qsXHcwe3krw|||http://41.media.tum…
## 2 ENTP 'I'm finding the lack of me in these posts very alarming.|||Sex c…
## 3 INTP 'Good one _____ https://www.youtube.com/watch?v=fHiGbolFFGw|||…
## 4 INTJ 'Dear INTP, I enjoyed our conversation the other day. Esoteric…
## 5 ENTJ 'You're fired.|||That's another silly misconception. That approac…
## 6 INTJ '18/37 @.@|||Science is not perfect. No scientist claims that it…types <- data.frame(type =data$type )
sentences = str_split_fixed(data$posts,"\\|\\|\\|",50)
type_sen = cbind(types,sentences)
### get list that each element is for one type
type_name <- types %>% distinct() %>% unlist()
clean_type_sen <- type_sen
clean_type_sen[,2:51]<- lapply(type_sen[,2:51],clean)
head(clean_type_sen)## type
## 1 INFJ
## 2 ENTP
## 3 INTP
## 4 INTJ
## 5 ENTJ
## 6 INTJ
## 1
## 1
## 2 I m finding the lack of me in these posts very alarming
## 3 Good one
## 4 Dear INTP I enjoyed our conversation the other day Esoteric gabbing about the nature of the universe and the idea that every rule and social code being arbitrary constructs created
## 5 You re fired
## 6
## 2
## 1
## 2 Sex can be boring if it s in the same position often For example me and my girlfriend are currently in an environment where we have to creatively use cowgirl and missionary There isn t enough
## 3 Of course to which I say I know that s my blessing and my curse
## 4 Dear ENTJ sub Long time no see Sincerely Alpha
## 5 That s another silly misconception That approaching is logically is going to be the key to unlocking whatever it is you think you are entitled to Nobody wants to be approached with BS
## 6 Science is not perfect No scientist claims that it is or that scientific information will not be revised as we discover new things Rational thinking has been very useful to our society
## 3
## 1 enfp and intj moments
## 2 Giving new meaning to Game theory
## 3 Does being absolutely positive that you and your best friend could be an amazing couple count If so than yes Or it s more I could be madly in love in case I reconciled my feelings which at
## 4 None of them All other types hurt in deep existential ways that I want no part of
## 5 But guys he REALLY wants to go on a super duper long ass vacation C mon guys His boss just doesn t listen or get it He even approached him logically and everything
## 6 INFP Edgar Allen Poe was an INFP and he s in your siggy
## 4
## 1 What has been the most life changing experience in your life
## 2 Hello ENTP Grin That s all it takes Than we converse and they do most of the flirting while I acknowledge their presence and return their words with smooth wordplay and more cheeky grins
## 3 No I didn t thank you for a link
## 4 Probably a sliding scale that depends on individual preferences like everything in humanity
## 5 Never mind Just go on permanent vacation
## 6 People see the obvious Fi and are quick to put her as INFP I agree that she has no Ne I see her as an ISFP Compare her to Haku definite INFP She is flat through most of Naruto but I don t
## 5
## 1
## 2 This Lack of Balance and Hand Eye Coordination
## 3 So called Ti Si loop and it can stem from any current topic obsession can be deadly It s like when you re stuck in your own thoughts and your mind just wanders in circles Feels truly terrible
## 4 Draco Malfoy also I d say he s either or
## 5 Two months I wouldn t be crazy about the idea If you are really his best employee then that s what may be cooking him Who wants their most reliable asset gone for that long ENTJ employer
## 6 Lets get this party started
## 6
## 1 May the PerC Experience immerse you
## 2 Real IQ test I score Internet IQ tests are funny I score s or higher Now like the former responses of this thread I will mention that I don t believe in the IQ test Before you banish
## 3 Have you noticed how peculiar vegetation can be All you have to do is look down at the grass dozens of different plant species there And now imagine that hundreds of years later when if soil
## 4 I m either or though in which stacking to me is a somewhat arbitrary distinction to make as I believe that the core indicates primary motivation and has a hand in every action Therefore a
## 5 Lol Its not like our views were unsolicited What a victim
## 6 I did not say it disproved God I merely said that I found such methods disturbing Although it does bring up certain questions God is in control of the universe and the governments of the world
## 7
## 1 The last thing my INFJ friend posted on his facebook before committing suicide the next day Rest in peace
## 2 You know you re an ENTP when you vanish from a site for a year and a half return and find people are still commenting on your posts and liking your ideas thoughts You know you re an ENTP when you
## 3 The Smiths Never Had No One Ever
## 4 I m not particularly introverted or extraverted personally That said I would say I m somewhat unphased by either social interactions or being alone What I d say I crave more so than anything is
## 5 Sometimes I just really like impoverished rap music
## 6 Surprisingly I could not find a thread about this on perc even with Google So here you go Watch Jesus Camp online Watch Movies Online Full Movies Download I was disturbed watching this
## 8
## 1 Hello ENFJ Sorry to hear of your distress It s only natural for a relationship to not be perfection all the time in every moment of existence Try to figure the hard times as times of growth as
## 2
## 3 I often find myself spotting faces on marble tiles wood
## 4 Dear Type INFP Your absolute admiration of me is refreshing You re a great girlfriend and I wish we both didn t have such busy schedules so we could be around one another more often Keep
## 5 I probably would have lost it too His stonewalling was insignificant He was being an idiot over semantics that didn t have any impact on anything It s one thing to stone wall on critical shit but
## 6 A metaphysical gun Hell held to someone s head can be just as effective as an actual gun Do you not find these methods disturbing Watch Jesus Camp online Watch Movies Online Full Movies
## 9
## 1
## 2
## 3 This year old sentence is an incredibly accurate and beautiful description
## 4 still means about people I ve probably seen others today I never understood fascination by virtue of rarity
## 5 I would have just taken the project and gave them something later
## 6 Unstable is not the right word We are usually pretty emotionally flat lined But when we do have to deal with our own emotions we can be very bad at it In high school my feelings of attraction
## 10
## 1 Welcome and stuff
## 2 I over think things sometimes I go by the old Sherlock Holmes quote Perhaps when a man has special knowledge and special powers like my own it rather encourages him to seek a complex
## 3 I haven t visited this website in the last years So whoever reads this and maybe even remembers me which I highly doubt hi
## 4 So you re on the ESFJ train also right
## 5 The court deposition wasn t a skit That actually happened It was a verbatim reenactment
## 6 Well I went to someone s wedding and dipped everything in the chocolate fountain and ate it I dipped the fruit the fish and even the Hershey s kisses And I drank two little jars of honey they
## 11
## 1
## 2 cheshirewolf tumblr com So is I D
## 3 When you sit in your garden until PM writing songs and sing them together with dozens of crickets while playing your acoustic guitar
## 4 I have toyed with the idea of the OP being an extrovert also for awhile now actually After many conversations with him however I m disinclined to believe it due to OP being much too close with Fi
## 5 And her ass
## 6 That post you quoted was from two and a half years ago Since then I ve come to a better explanation INTPs may not be as externally certain as INTJs but they are more certain internally They
## 12
## 1 Prozac wellbrutin at least thirty minutes of moving your legs and I don t mean moving them while sitting in your same desk chair weed in moderation maybe try edibles as a healthier alternative
## 2 post
## 3 This is the most INTP ish thread I ve ever seen
## 4 Still ESFJ
## 5 I ll flirt a woman for a piece of candy at the grocery store Of course I use whatever I have at my disposal to get what I want in the most efficient manner possible If that means flirting that
## 6 This is how I deal with the INFP I m in a relationship with I am often tempted to avoid hurting them even if it means fudging the truth telling them only what they want to hear If I do that it
## 13
## 1 Basically come up with three items you ve determined that each type or whichever types you want to do would more than likely use given each types cognitive functions and whatnot when left by
## 2 Not really I ve never thought of E I or J P as real functions I judge myself on what I use I use Ne and Ti as my dominates Fe for emotions and rarely Si I also use Ni due to me strength
## 3 I wouldn t be able to look at the painting for the entire life if I knew that I picked it over the human being
## 4 I disagree Definite ESFJ Fe Si ALL up in this
## 5
## 6 Never heard of it till now I watch a loooot of anime but I get it from animedreaming tv mostly I am not a member of any anime board
## 14
## 1 All things in moderation Sims is indeed a video game and a good one at that Note a good one at that is somewhat subjective in that I am not completely promoting the death of any given Sim
## 2 You know though That was ingenious After saying it I really want to try it and see what happens with me playing a first person shooter in the back while we drive around I want to see the look on
## 3 I was drawing a background for my animation on which I m working right now it should have been Mars But I felt obligated to make Mark Watneyx s postcard from it D If you read the book
## 4 Where have you been Your mother and I have been worried sick
## 5 Yes In the comments she gave more info then was shut down because she went from having a crush on her boss and wanted to know how to impress him to her boss is married and she wasn t interested I
## 6 The legs are nice but her expression is all wrong That is not her private sad face I don t know what it is See I have her evil grin B
## 15
## 1 Dear ENFP What were your favorite video games growing up and what are your now current favorite video games cool
## 2 out of all of them the rock paper one is the best It makes me lol You guys are lucky D I m really high up on the tumblr system
## 3 I started to make comics about turtle Gordon and unicorn Chimes here you can see two first stories
## 4 Similar feelings concerning ENTPs
## 5 What s this we thing about
## 6 Kokiri Connect Becuase I couldn t rememeber how to spell Kokoro Connect so I let Google do it
## 16
## 1
## 2 So did you hear about that new first person shooter game I ve been rocking the hell out of the soundtrack on my auto sound equipment that will shake the heavens We managed to put a couple PS s in
## 3 INTJ Recently I started to post my comics about two friends turtle Gordon and unicorn Chimes Before that I just posted stuff that interested me but from now on I ll try to include only my works
## 4 I collect shoes I do so because I like status and nothing communicates such a thing as much as a pair of Jordans
## 5 Callaendia are you the same INFP girl who was on the ENTJ Facebook forum with this similar question I just have to ask because the times are so close together and the scenario is so similar
## 6 Inaba from Kokoro Connect Because I relate to her and I enjoy looking at her I have to look at my avatar alot
## 17
## 1 It appears to be too late sad
## 2 No The way he connected things was very Ne Ne dominates are just as aware of their environments as Se dominates Example Shawn Spencer or Patrick Jane Both ENTPs
## 3 Probably we could work together on a new model I m an expert in abrupt explosions of laughter upon various weird stuff That happens because of peculiar sense of humor so peculiar that not much
## 4 Sure Let s get weird Back Off
## 5 X
## 6 I d like to see someone react when they are told they have hippopotomonstrosesquipedaliophobia
## 18
## 1 There s someone out there for everyone
## 2 Well charlie I will be the first to admit I do get jealous like you do I chalk it up to my w heart mixed with my dominate w s and s both like to be noticed s like to be known not the same
## 3 Hellooo Nah you can touch it Everyone thinks that it s scared or sad but that s not true in fact it has an absolutely neutral face And this kitten actually really likes patting and hugs only
## 4 Best
## 5 I do not modify myself to suit others however I do like the spotlight
## 6 She doesn t trust you or respect you A break would be good to test if she will change If she doesn t you have to think about what will make you happy in the long term Next time establish ground
## 19
## 1 Wait I thought confidence was a good thing
## 2 D I ll upload the same clip with the mic away from my mouth Than you won t hear anything Ninja Assassin style but with splatter
## 3 Well kind of As it was already mentioned sometimes because of Ni it s hard to convey complex stuff which pops up in your head in whimsical compilations of shapes and pictures only with words
## 4 Insert other into previous post
## 5 I think the easiest and most efficient approach is a tarp jigsaw and mulcher But that s just my personal preference Not all ENTJs are the same
## 6 I don t think any INTJ is not going to do this if they have a choice Though until I got the internet in my late teens I didn t explore many subjects I was interested in in depth Of course it
## 20
## 1 I just cherish the time of solitude b c i revel within my inner world more whereas most other time i d be workin just enjoy the me time while you can Don t worry people will always be around to
## 2 Tik Tok is a really great song As long as you can mental block out the singer I love the beat it makes me bounce
## 3 I think this kitten would be very appropriate here
## 4 Wow don t nobody got time fo dat Jk u kno u mah boi
## 5 Just don t hump my leg
## 6 No I don t smoke I have an addictive personality and I don t think I would be able to stop if I started
## 21
## 1 Yo entp ladies if you re into a complimentary personality well hey
## 2 drop io v swck D Mic really close to my mouth and smokin aces assassins ball playing in the background
## 3
## 4 Well as I m sure everyone knows being social primary doesn t necessarily equal being social I like other people just fine but lately I ve been on a bit of a break when it comes to my
## 5 What are you like a chihuahua or some shit
## 6 Destroying his reputation by revealing what he has done could cause him to lose a lot of power but if people knew things he had done a certain person would kill him and end up in jail There
## 22
## 1 when your main social outlet is xbox live conversations and even then you verbally fatigue quickly
## 2 Sociable extrovert I m an extrovert and I m not sociable
## 3 GOOD NIGHT everyone out there Even if for someone there is morning right now nights always supersede mornings And people say good night in order to meet next day
## 4 That s pretty crappy of her Your sex life is definitely not her business If I were you I d definitely talk to her about it
## 5 I once dumped a girl in college who I was having a month romp with over making me late for class She said I was petty for it
## 6 People like people like themselves this is the number indicator of attraction Seeing as most people are sensors it is not surprising that they do not care for my personality Woman have
## 23
## 1
## 2 Sherlock in the movie was an ENTP Normally he s played as a EXTJ In the books he s an ESTJ As I said The movie looked good except for it being called sherlock holmes
## 3 Oh that movie It s awesome Thank you Hope you had good sleep in the air anyway I m wishing you good night for the next night ahead hopefully it will be on land Good people deserve good
## 4 Yeah I had a lot longer to think about it That said I don t think you re Te so if we operate under the assumptions in the OP you re INFJ because nothing else makes sense I m not saying I
## 5 DEAD XD
## 6 My best friend is an INTJ We have so much in common even for two INTJs she understands me better than anyone It took a loooong time for us to become close We put up a lot of barriers I get
## 24
## 1
## 2
## 3
## 4 Whether or not you actually are your mom makes fun of you for being a virgin Is this playful teasing
## 5 MBTIPC perfect I don t like dealing with middle men either You can talk directly to me
## 6 I can tell you about a sociopath I know in real life Not an INTJ an ENTP or INTP Tells all his problems to people shortly after meeting them to attempt to gain their sympathy so they can be
## 25
## 1 Banned because this thread requires it of me
## 2 Oh I never had fear of kissing a guy I will kiss an animal too So there was nothing to vanish Just personal taste and me not liking it The guy I kissed didn t know me It was one of those
## 3 Well other people who may be wondering about an issue from the name of the topic will find your response helpful anyway
## 4 Just stab in the dark here I don t think that s Te under the hood If this here is all I m given to work with I d have to say INFJ Compare your idea of logic to mine Logic is a series of
## 5 I can sell you the dream
## 6 Light at least in the beggning and Lelouch did ultimately have good goals even if their methods were evil Lelouch did seem to feel remorse at times a sociopath would never consider taking
## 26
## 1 Get high in backyard roast and eat marshmellows in backyard while conversing over something intellectual followed by massages and kisses
## 2 Sounds pretty much like my area and what I m going through right now trying to figure out which way I want to take my life I want to do so many things The biggest problem is that I know if I don t
## 3 This Finally someone mentioned that
## 4 What makes the most sense
## 5 LOL DEAD Ha
## 6 Nobody panics when things go according to plan Even if the plan is horrifying If tomorrow I tell the press that like a gang banger will get shot or a truckload of soldiers will be blown up
## 27
## 1
## 2 D I was operating under the impression that you were female I never looked at your boxy Okay I help out my gay friends all the time and one of them has developed a little crush on me I get red
## 3 I still see creatures faces in a maze of various random patterns It can be amusing sometimes It s a very handy skill when you re bored
## 4 Tentatively INTJ Still reading EDIT So far I am of the belief that you re most of the things you say you are I appreciate the level of detail EDIT Also relatively certain you are Ni
## 5 The point is that when you are making a point of thinking critically but not thinking beyond common sense you aren t using your brain A little bit of effort now to have an understanding of the
## 6 Code Geass Steins Gate It was hardest to pick between this and Geass but I think Geass just barely beats it I will say it is very slow in the beginning but everything that happens in
## 28
## 1
## 2 T T You just described me and I m living the worst nightmare I m trapped in one place with one one around Only dull woods If I was a serial killer this would be the perfect place but sadly I m
## 3 Oh I didn t know that What a pity Why not sacrifice whole supermarket then We can decide which Walmart will be the best I think the biggest one would be great
## 4 Refreshing self with reading about instinctual variants God I m a hard social type
## 5 That s just common sense No that s just a value judgement backed by popular opinion from social stupidity laziness That s only doing what works instead of pushing harder and doing what is
## 6 Looking back at this post from years ago Emil Asahina and Hinata are actually ISFPs Maybe Kimmimaro and Alphonse as well I really don t know Li Xingke s type its been awhile since I
## 29
## 1
## 2 TBH and biased sounds like a shadowed INFP I think maybe he was hurt and turned ESTJ I can tell because he has some of the typical INFP traits left over
## 3 yippy Here you go He thinks that the fire is delicious Should I sacrifice tofu I don t like to waste food
## 4 WOW Useful thought you had there Wanna know what my favorite part was The fact that it ended
## 5 When it comes to children they either cry or climb all over me There is never a gray area
## 6 Focus on learning the system and the details should fall into place as you go along For example learning C I read about how it worked then wrote some programs and only bothered figuring out
## 30
## 1 Banned for too many b s in that sentence How could you Think of the B
## 2 Checks list I m sorry It seems that you have came at a bad time We ve already reached our quota of INFJs However being you re female and I like females I will make you a deal I will kick one
## 3 I don t think that the creator of this thread cares what s going on here after years
## 4 I am both annoyed and intrigued by xxFPs As far as I can tell I dislike all J types in my normal life
## 5 I don t drink but when I drank Beer Hardcore ciders and sweet brown ales Liquor VODKA chased with cran or water my preferred drink Wine Anything dark dry and sweet There are so
## 6 glad you recognize my username Yes until you said INFJ that type uses Fe Ti The four types that use Fi Te Te Fi are in my previous post
## 31
## 1 Banned for watching movies in the corner with the dunces
## 2 I m ANTP Leaning toward E I m easy for both ENTPs and INTPs to identify with
## 3 Heh I understand you With these same given languages
## 4 I m not of the mind that any enneatype MBTI combination is impossible because cognition the things that motivate us That said we can clearly observe many types being more common than others
## 5 Well that escalated quickly
## 6 INFP Going out with one now We don t understand each other in some ways though understanding is a lot better than most type matches but we challenge each other and help each other grow We have
## 32
## 1 Banned because Health class clearly taught you nothing about peer pressure
## 2 I also imagine ENTP s interrogations would go a little bit like Jack s from except more mechanical Rigging up shock treatment equipment in an abandoned building out of an old car batty jumper
## 3 Yessss Adventure Time D
## 4 Sx as hell
## 5
## 6 Welcome Now bring me some Pizza Actually that could happen to me after I m done with my English degree XD
## 33
## 1 Banned for a whole host of reasons
## 2 It was a compliment Trust me I m just as psychopathic D except I have emoticons They re just weird ones Like laughing when I get hurt or at people running themselves over with their lawn mower
## 3 I get angry quite rarely but when I do it s safer for surrounding people to go somewhere else It s impossible for me to hide or suppress anger the only way to get rid of this feeling is to burst
## 4 Very seriously toying with the idea of being I can be pretty aggressive and controlling but I have a massive holier than thou streak once you get to know me with any depth like more than
## 5 tl dr fuuuuu
## 6 You need to think about the reasons for what you want and about how realistic each of your goals are Maybe one is more of a fantasy and one is actually worthwhile That s what I would do anyway
## 34
## 1
## 2
## 3 I ve never liked it Anything fake is bad actually
## 4 I d say it s a mostly emotional experience
## 5 Those people who think they know everything are a great annoyance to those of us who do IA
## 6 What my previous post said was you seem like a dominant Fi Do you do all this Ne thing or this FiNe thing Put into terms that the OP understands The letters are intended to be shorthand for
## 35
## 1 Two baby deer on left and right munching on a beetle in the middle Using their own blood two cavemen diary today s latest happenings on their designated cave diary wall I see it as
## 2 No It s like a theme for where I live and that is why I know it by heart
## 3 Hugs should be given only to chosen ones Chosen There are quite few of them though
## 4 Because I find in depth study of cognition more interesting Included MBTI in my answer to illustrate how much I enjoyed socionics Interpret the post as wholehearted agreement with what she was
## 5 Darth Alpha I would never claim it to be healthy either Just in my best interest
## 6 You seem like an obvious I F and P INFP is the strongest possibility Possibly ISFP though How do you brainstorm Do you overthink things
## 36
## 1 a pokemon world an infj society everyone becomes an optimist
## 2 and I usual don t leave until the thing ends But in the mean time In between times You work your thing I ll work mine D D I m the MBP Pleasure to meet you
## 3
## 4 No real argument here I know what I am and what I am is an asshole that is for a second baring his teeth at the people that seemingly have a lot to say but refuse to address me beyond a single
## 5 On loyalty I am loyal to the vision I am loyal to those who share the vision I am not into co dependency in terms of the vision cannot be accomplished without others involved I stay on course
## 6 Combining your anxiety and avoidance scores you fall into the secure quadrant Previous research on attachment styles indicates that secure people tend to have relatively enduring and
## 37
## 1
## 2 Damn need to trust my instincts more I would have been closer I was going to say INFP
## 3 Yup you re doing it right
## 4 I would refer you to the OP If you need a literal analysis I m happy to provide it That said I m going to assume you re able to read and interpret symbolism so I doubt you ll need that much help
## 5 Your answer was worth more time to entertain than the OP
## 6 I don t think you can simply reach into your mind anytime to tell if you love someone Perhaps you have fantasized for a long time and expect a real relationship to be like that in some ways But
## 38
## 1
## 2 EXFP Leaning toward S with the way she responded D My friends even my gay and lesbian ones always come to me for advice
## 3
## 4 And this was sort of my thought process The initial post and how it connects the generally accepted view of the type and what the type is motivated by doesn t seem to be in need of explanation
## 5 Hey MsBossyPants are you down for a debate on Ayn Rand vs Marx Maybe we should talk about our poor Fi Oh I know let s try to correlate testing ENTJ with being sociopathic laughing
## 6 I don t think its impossible to doublethink only impossible to remain in that state which could explain why oceania fell after the end The hard atheists I do not disagree with Anyway
## 39
## 1
## 2 I bow to my entp masters ENTPs are so great If it wasn t for ENTPs I wouldn t have been able to build what I m building Duck Duck Duck Shotgun
## 3
## 4 Oh my I am quite crushable huh Back atcha
## 5 Hitler was no exception this concept has is and always will be a principle tenet and rule Politics ideology religion eating shitting usual And if it s not then there is nothing to
## 6 Cows are a religious subject Hindu XD If the denial of a religion is a religion then most or all of us here are ascientologists for example Most everyone would have what at least thousands
## 40
## 1
## 2 What Me I never do that
## 3 Of course it s not very comfortable But Human race survived thankfully women s ability to give birth to other human beings It worked for thousands of years Why change it Besides there are
## 4 I was but it s am I ll take what I can get
## 5 Hitler thought he was doing great things Stalin thought he was justified These guys thought they were uncorrupt They viewed any heretic to their dogmas as morally bankrupt and so did many of
## 6 By that definition anything could be defined as a religion by attaching the suffix ism and then the word religion loses its meaning I would say that religion has both a precise and general
## 41
## 1
## 2 Because its hard to be sad about losing someone you like when you knew you were right and give yourself a big pat on the back because you re awesome and always correct
## 3 That happens And it occurs because most often people use results of extremely precise and elaborate online tests as a basis of determining one s type Both visual and language arts more
## 4 I wanted to come up with something clever but it s almost am I would give you a lot of sex
## 5 Meh There were plenty of evil people who did good things and plenty of good people who got blood on their hands achieving and attaining higher goals Bad situations that had good long term effects
## 6 There are no practices required to be an atheist All that is required is a disbelief in deities Other than that atheists can have widely different beliefs It is too general a term to be called a
## 42
## 1 Not all artists are artists because they draw It s the idea that counts in forming something of your own like a signature
## 2 Oh you don t have to tell me that most of them are stupid I know this That is why I play with them and it makes me laugh D As I m going to take Neuropsychology and I have a few psychologist
## 3
## 4 So then why do you even bother asking if you ve already made up your mind that you are an extravert intuitive and feeling If you ve already decided you are these things and have evidently done the
## 5 You would have to ask the OP He is asking ambiguous questions I would go with whatever is more efficient effective vs what is perceived as good every time in the good vs evil dichotomy It in my
## 6 My guess is ENTP though it is hard to say just from this Have you studied up on cognitive functions If not learning how each works and identifying which ones you use would be very helpful
## 43
## 1 Welcome to the robot ranks person who downed my self esteem cuz I m not an avid signature artist like herself proud
## 2 D I m a Nightowl I wake up between pm and stay awake till am
## 3 I study graphic design now which I really enjoy What is interesting about this field is that the ability to generate ideas and solve problems is much more important than possession of a specific
## 4 Wasn t sure I listened to sx music until now
## 5 Good vs Bad Good vs Evil One is an objective positive vs negative dichotomy the other is a subjective interpretation of characteristics NameUser So to be evil may be a better solution and
## 6 I believe it has gone through too many human hands to be thought of wholly as the word of God or to be followed unquestionably Yes most useful when thought of as a text by man about God
## 44
## 1 Banned for taking all the room under my bed Ya gotta learn to share with the roaches
## 2 Personal opinion backed by theory would suggest that INTPs are the most socially difficult While INTJs can be socially indifferent but they will also use social situations if the the need arises
## 3 Alexxxandra DeviantArt
## 4 INFP messaged me with a picture of herself before going to bed Asked me to say goodnight to her Asked me to say goodnight to her again I did I thought it was weird secretly I like
## 5 I think they are for sure idiots but I also think these people went out of their way to fuck their lives up Did they expose themselves on the internet Yes Does this warrant or validate a reason
## 6 Apparently you need to pose as a gay guy to pick up women But seriously Its You have a world of media at your fingertips In a poll that appears to be from eHarmony though it is
## 45
## 1
## 2 Personal stocks that I have on my desktop that I ve downloaded from random stock sites and stock photobuckets
## 3
## 4 Either way you see my point The actual rarity is skewed and makes a type seem rarer than it likely is in real contexts I may have been the only one of my type in a class room in High School but
## 5 I really REEEEEEAAALLLY hate rigidly PC thumb sucking nanny bitches They remind me of five year olds who are trying too hard to gain their parents approval by taddling These are the same people
## 6 We are playing a game called Mafia We have to vote on who to kill for this round who we think is part of the Mafia Rob names made up says kill Joe I suggest killing Rob Rob says Don t
## 46
## 1 Banned for being too much of a thundering grumbling kind of storm yep
## 2 I ll tell you when I open photoshop Glad you like it static
## 3
## 4 WOW my math was off I literally just said numbers See how over glorified the type is Even so though I saw around two hundred people REALLY rough estimate between both of my jobs It s
## 5 I think people need to get some skin Even if these people are wrong or racist That s just a waste of time energy and resources These people end up being the focus for being petty and overboard
## 6 what you need to know as an INTJ fiction writer
## 47
## 1 Ahh old high school music I haven t heard in ages
## 2 D Thanks
## 3 I am always ready to discipline to intimidate to be precise my sibling s offender
## 4 Rarity in the context of the entire planet is somewhat silly Even if we assume the greatest reports of our rarity we INTJ encompass of the planet which sounds rare when you don t think
## 5
## 6 Bolded are ones I actually live with Mother ISFJ Father ISTJ Sister ISTP Half Sister ESFJ Grand mother mother s side ENFP Step brother ESFP Step father ESFP
## 48
## 1 I failed a public speaking class a few years ago and I ve sort of learned what I could do better were I to be in that position again A big part of my failure was just overloading myself with too
## 2
## 3 World domination Shooting people in the head Why Oh right INTJs always must be characterised only with these words I want to show so badly my reaction to this
## 4 One could say that whatever the culmination of all of our actions are throughout our lives equal our potential In this sense everybody does but as we all know not everyone s potential is the
## 5
## 6 Very interesting Explains why these two types often see each other as close minded or arrogant
## 49
## 1 I like this person s mentality He s a confirmed INTJ by the way
## 2 Static
## 3
## 4 I would agree however those that profess to know their type not stating anything about their type s motivations strike me as either not wanting to touch on them or not being able to If they don t
## 5 I m not trying to be condescending when I tell you all those things you have mentioned people saying and have written off as all I have been met with are legit arguments They don t need to be
## 6 There are as many INTJs as there needs to be If everyone is a leader who is going to follow And who is going to take the jobs that no intuitive would want There is a part in Brave New World where
## 50
## 1 Move to the Denver area and start a new life for myself
## 2 Psychologist don t keep me around long enough to diagnosis me I like to toy with them What I have diagnosis myself with and had a few psychologist friends a few other friends tell me I have is
## 3 ISTP
## 4 Lol
## 5 The brevity of my posts is because you don t take much to refute Just because you aren t acknowledging what people are saying doesn t mean they are saying nothing
## 6 Mm probably INTP now that I have become more familiar with that typefinding important words based on TF_IDF creterion: TF-IDF: We wish to know the most important words used in the posts .For this we use Term Frequency -Inverse Document Frequency matrix .TF-IDF computes a weight which represents the importance of a term inside a document.It does this by comparing the frequency of usage inside an individual document as opposed to the entire data set (a collection of documents).
The importance increases proportionally to the number of times a word appears in the individual document itself–this is called Term Frequency. However, if multiple documents contain the same word many times then you run into a problem. That’s why TF-IDF also offsets this value by the frequency of the term in the entire document set, a value called Inverse Document Frequency.
all_type_sen <- melt(clean_type_sen,id= 'type')
all_type_sen$variable = NULL
colnames(all_type_sen)[2] = 'text'
head(all_type_sen,100)## type
## 1 INFJ
## 2 ENTP
## 3 INTP
## 4 INTJ
## 5 ENTJ
## 6 INTJ
## 7 INFJ
## 8 INTJ
## 9 INFJ
## 10 INTP
## 11 INFJ
## 12 ENFJ
## 13 INFJ
## 14 INTJ
## 15 INTP
## 16 INTP
## 17 INFJ
## 18 INFP
## 19 INFJ
## 20 INFP
## 21 INTP
## 22 INFJ
## 23 ENTJ
## 24 INFP
## 25 ENTJ
## 26 INFP
## 27 ENFP
## 28 ISFP
## 29 INFP
## 30 INFJ
## 31 INFP
## 32 INFJ
## 33 INTP
## 34 INFJ
## 35 ENFJ
## 36 INFJ
## 37 INTJ
## 38 INFP
## 39 ENFP
## 40 ENTJ
## 41 ISTP
## 42 INFJ
## 43 INTP
## 44 INFP
## 45 INTJ
## 46 INTP
## 47 ENTJ
## 48 INFP
## 49 ISFJ
## 50 INTJ
## 51 INTP
## 52 INFP
## 53 ISFJ
## 54 INTP
## 55 INFP
## 56 INFP
## 57 INFP
## 58 ENFJ
## 59 INTP
## 60 INTJ
## 61 INFJ
## 62 INTP
## 63 INFP
## 64 INFP
## 65 ENTP
## 66 INTP
## 67 ISFP
## 68 ENFJ
## 69 INFJ
## 70 ENFJ
## 71 INFJ
## 72 INFP
## 73 ENFP
## 74 ISTP
## 75 INFJ
## 76 INTP
## 77 INTJ
## 78 INTJ
## 79 INTJ
## 80 INFP
## 81 INFP
## 82 INFJ
## 83 ENTP
## 84 ENTJ
## 85 INFP
## 86 INTP
## 87 INFP
## 88 ISFJ
## 89 ISTJ
## 90 INTP
## 91 ENTP
## 92 INTP
## 93 ISFP
## 94 ENFJ
## 95 INFJ
## 96 INFP
## 97 INFJ
## 98 INTJ
## 99 INFJ
## 100 ENFP
## text
## 1
## 2 I m finding the lack of me in these posts very alarming
## 3 Good one
## 4 Dear INTP I enjoyed our conversation the other day Esoteric gabbing about the nature of the universe and the idea that every rule and social code being arbitrary constructs created
## 5 You re fired
## 6
## 7 No I can t draw on my own nails haha Those were done by professionals on my nails And yes those are all gel You mean those you posted were done by yourself on your own nails Awesome
## 8 I tend to build up a collection of things on my desktop that i use frequently and then move them into a folder called Everything from there it get sorted into type and sub type
## 9 I m not sure that s a good question The distinction between the two is so dependant on perception To quote Robb Flynn The hate you feel is nothing more than love you feel to win this war
## 10
## 11 One time my parents were fighting over my dad s affair and my dad pushed my mom The fall broke her finger She s pointed a gun at him and made him get on his knees and beg for his life She s
## 12
## 13 Joe santagato ENTP
## 14 Fair enough if that s how you want to look at it Like I stated before they were incredibly naive in their comments However they think those are things that would help us because those are the
## 15 Basically this
## 16 Your comment screams INTJ bro Especially the useless part
## 17 some of these both excite and calm me BUTTS bodies brains community gardens camping camping with dogs hiking with dogs chillin with animals
## 18 I think we do agree I personally don t consider myself Alpha Beta or Foxtrot lol at my own joke People are people We both agree that having emotions isn t the same as being weak whiny
## 19 I fully believe in the power of being a protector to give a voice to the voiceless So in that spirit I present this film and hope it it recieved in the spirit of compassion Om Mani Padme Hum
## 20 That s normal it happens also to me If I am in high mood I can act like a Depressed like a Satisfied and relaxed But the real type of mine is
## 21 Steve Job s was recognized for his striving for efficiency and practicality His genius is in his systemization of inventions less so than in invention This is where claims of Se and Te come from
## 22 It is very annoying to be misinterpreted Especially with regards to your core to your intentions and desires Like when people keep saying that you re in love with somebody for whom you only had
## 23 Now I m interested But too lazy to go research it because it s time consuming
## 24 urh sorry uh couldn t resist
## 25 Still going strong at just over the two year mark I have made noticeable changes and do not plan on slowing I have attached my year progress picture but with my face cropped out you know to
## 26 Personally I was thinking this would be more of an SJ type job in a ways
## 27 He doesn t want to go on the trip without me so me staying behind wouldn t be an option for him I think he really does believe that I m the one being unreasonable He still continues to say that
## 28 They paint without numbers
## 29 Basically my main questions are What do you believe in What are the values that matter the most to you Sorry if I tend to be confusing
## 30 I think that that can absolutely be true of infjs and we shamefully have much potential in that department Not gonna lie I am guilty of some unwarranted door slams and maybe it may seem cruel at
## 31 Is it possible to stop caring about someone entirely Well I believe it s possible to stop caring about someone entirely If they never cross your mind anymore then you d never bother to
## 32 it could be pyroluria you know it is an ongoing tension inside of you
## 33 I m seriously considering marriage to my longtime ENFP girlfriend But do you think she ll be able to give me a little more space when we are settled down in marriage My two biggest problems with
## 34 Sometimes I wonder that too the reason being that INFJ s seem so absractly deep that even being one myself I don t understand them all the time D
## 35
## 36
## 37 Poker face for sure accompanied by some sarcasm probably But inside I m running a pretty vivid list of pros and cons starting with asking myself do I like them back I probably know the answer
## 38
## 39 Hey ENFPs I ve posted this thread on the philosophy board too but I am really curious to reading responses from ENFPs in particular I ve realized that I am quite prone to the following
## 40 Hello I am working on a presentation by type Part of each presentation is feedback from a range of people of the type being reviewed I would greatly appreciate it if you could take a few
## 41 I got From what I ve read about the Enneagram I m a though I read somewhere that a lot of s mistype themselves as s
## 42 Trying not to feel totally worthless Why do I have to be so sensitive ugh stupid brain Maybe you never actually gave a fuck You don t know the damage you ve done that I ve done
## 43 Painting the world with the colors of my soul Interpret it as you like helping others by volunteering teaching giving everything you have Personal growth learning as much about the universe
## 44 I m Type and people in my family who aren t gut types sometimes complain that I don t think I do feel like I don t really think about certain actions I just do them almost automatically
## 45
## 46 Eh hate the music the consumerism a lot of it The dinners are usually stilted and uncomfortable the gift giving disappointing overall not my thing My friends and I usually go out and do
## 47 No If you neglect them your finances will always be burning on the back of every decision you make will start to influence your friendships and warp your perceptions of other people and their
## 48 Bruce Wayne INFJ Batman persona ESFP moral edition Alfred ISFJ Rachel ESFJ Commissioner Gordon INTP Ra s Al Ghul ESTJ messed up edition The Joker ENTP messed up edition Harvey
## 49 I love feeling affectionate for the one I love and care for I care about her very deeply I want to protect her make her happy and always be by her side I feel that romantic love is probably
## 50 Why tell when I can show ratchan s PSN Profile PSNProfiles com
## 51 Would be interested in a detailed answer to this question also Would love to answer properly but I agree and i my view is yes because I procrastinate every day in many areas of my life
## 52 Okay I meant to create this thread here but I accidentally created it somewhere else so I ll just copy and paste it here Hello everyone it s been a long time since I ve visited this forum I
## 53 I m currently rooting around in the forum looking for a place to rant I think this thread is as good as any I have a friend who asks me to go with her to a bunch of events and stuff that I do
## 54 once you realize you are an INTP you either will become more INTPish or instead try to evolve and be more open to emotions without logical explanations
## 55 I love reading and I wish I wasn t allergic to dust so I could read all those beautiful old dusty books I love seeing people smile
## 56 ideal you
## 57 Pure sass when it strikes me
## 58 That sounds like a beautiful relationship already But don t push too fast as it seems she needs to be appreciated as a friend But at the end of the day you can only feel what happens when the
## 59 I have many social screw ups None of them funny though mostly mentally traumatizing
## 60 I feel some way about people that can t solve the problem if that counts
## 61 Me INFJ Mom ISTJ Dad ENFJ Sister ISTJ
## 62 You re taking life too seriously bro Chill Also just be comfortable with yourself and don t hate on others Hate is not healthy for you Even more so when you think too much about it
## 63 Well I have not attended graduate school yet but I am in the same boat as you I plan on applying for graduate school in counseling this fall and I have been attempting to do some research
## 64 That s an opinion not a fact That being said I believe in the inherent right of everyone to be as big of an asshole as they want as long as they don t infringe on the rights of others to do the
## 65 I believed in God all my life up until about a year ago My mother was a very strong believer in God and encouraged me and my brothers to be the same way She didn t force it down our throats or
## 66 No offense to any ESTJs that may read this but the few that I ve talked to are obnoxious loud lie about shit to try to look cool and usually talk out of their asses about things they can t back
## 67 True sadly not many have felt like participating in it unsure it could be so helpful if more ISFP s felt like sharing their point of view wink
## 68 I ve always thought of Tony Stark as more of an ENTJ and it sort of matters to me his type because I ve been wondering the type of one of my teachers as a reference point and he s very much like
## 69 I would strongly recommend not taking shortcuts I feel like whenever you re looking for something too specific you end up missing out on interesting opportunities That ESTP who s the life of the
## 70 ABILITY TO TRANSFORM Form of a bucket of water
## 71 than you may be an ambivert somewhere in the middle I read in a book called the Introvert Advantage by Martin Olsen Laney that people who can gain energy by doing both could be an ambivert You may
## 72 Last real relationship I ve been in was over a year ago
## 73 My brothers and I I m on the far right
## 74 I m only a mystery to myself
## 75 Yeah i m an a hole too depending on who you are and what you consider one to be Nothing wrong with that just be you who cares what your supposed to be who knows maybe your brother is the
## 76 Add me to the empathetic club I can also be very expressive at times
## 77 Friend So you haven t been to the new office yet Me No I was planning to go to the grand opening but something happened Friend You really need to work on your social excuses
## 78 You clearly don t want to move there Don t
## 79 I suck at keeping in touch with people No matter how hard I try or how much I like someone I only have the social energy to even attempt to stay in touch with about two or three people at a time
## 80 I ve heard all my life that you either get Algebra or Geometry I can t say why that is Apologies I was good with Calculus It was Trig and Geometry gaaaah Beat them with sticks
## 81 Cosmo
## 82 Thanks JayDubs Miss Bingley LittleDreamer Your advices are important D And how you deal with a familiar that wants to force you to go to uni I just can t stand my grandma s cold looks and
## 83 Good stuff I used cpa excel to study and basically tried to learn a little bit about every sub topic you can t get too bogged down in the details if you catch yourself getting bogged down look
## 84 Bump
## 85 i regret watching the finals for this tourney i knew i should of just read about the result after the fact team i was rooting for totally outclassed winners played out of their minds so
## 86 I m bouncing in and out of this thread as my temper allows I will admit I m using my reserves of temper to respond this The italicized is unreasonable That s not going to argued against On
## 87 potentially the most dangerous man in the world
## 88 i beat that by seeking out a housemate that worked away months at a time and when he was home he visited his mates after they finished work so i was alone of the time D oh i dont
## 89 Newton s Universal Gravity Law I mean seriously where would we be if nothing followed that law Dust particles in space
## 90 I m thinking that you are probably INTP A lot of your answers are nearly identical to what mine would be and yes I know this is an unscientific way to confirm but I don t have time to analyze
## 91 I know an ENTJ and it s everything I wanted to be So full of purpose and the drive to execute in the best quality but intimidating Some INTJs I met are pretty cool you can leave them be and still
## 92 Software development My job is terrible for me because most of it is support related I need to be creating something interesting in order to be fulfilled by my work and I can so rarely do that
## 93 Make all the money that goes to unnecessary shit like war and capitalism be re directed into the health care system Change food people should buy local With all the energy spent to make
## 94 It burns Haha
## 95 I hate not being able to afford any real help on my own I tried using a therapy app and got a response telling me to drink bleach and another saying that I should send pictures of self harm scars
## 96 In Udaipur Rajasthan where I lived for a few years squirrels roamed wild over the houses and were barely tolerated by the people I began feeding the ones in my yard corn bread nuts but then
## 97 Amelie though I m sure someone has mentioned this already Shutter Island It s the only movie I can think of right now but it s full of metaphors and has an unpredictable and twisted plot that
## 98
## 99 This Also flashbacks to times you ve been criticized by others especially if you feel it was undeserved criticism you were misunderstood
## 100 Learning to say no the right way is the greatest talent you have yet to cultivate Good lucktemp=subset(all_type_sen,!(is.na(all_type_sen$text)))
temp=temp %>% unnest_tokens(word,text)%>% count(type,word,sort=TRUE) %>% ungroup()
total_words=temp %>% group_by(type) %>% summarise(count=n())
temp=left_join(temp,total_words)## Joining, by = "type"head(temp,10)## # A tibble: 10 x 4
## type word n count
## <fct> <chr> <int> <int>
## 1 INFP i 144709 45329
## 2 INFJ i 113796 40163
## 3 INTP i 88733 39157
## 4 INTJ i 71402 35170
## 5 INFP to 64908 45329
## 6 INFP the 63388 45329
## 7 INFJ to 54413 40163
## 8 INFP and 54038 45329
## 9 INFP a 53425 45329
## 10 INFJ the 53374 40163Here n is the number of times the word is used in the whole posts and count is the total number of terms in the posts of the respective type . We look at the] n/total for each type . This is exactly what term frequency is. and means how much importance that word in document could be . by using bind_tf_idf function from tidytext package we calculate TF :
temp=temp %>% filter(!(is.na(type))) %>% bind_tf_idf(word,type,n)
temp1=temp %>% filter(idf<2)%>% select(-count) %>% arrange(desc(tf_idf))
temp1## # A tibble: 259,635 x 6
## type word n tf idf tf_idf
## <fct> <chr> <int> <dbl> <dbl> <dbl>
## 1 ESFP digger 20 0.000383 1.16 0.000446
## 2 ESTJ posh 27 0.000531 0.470 0.000249
## 3 ESTJ hav 8 0.000157 1.39 0.000218
## 4 ESTJ cleo 5 0.0000983 1.67 0.000165
## 5 ESTJ uuu 6 0.000118 1.39 0.000163
## 6 ESTJ thanx 10 0.000197 0.693 0.000136
## 7 ESTJ auction 4 0.0000786 1.67 0.000132
## 8 ESFP personnally 4 0.0000767 1.67 0.000128
## 9 ISTJ rave 87 0.000331 0.375 0.000124
## 10 ISFJ skellie 16 0.0000733 1.67 0.000123
## # ... with 259,625 more rowstemp1 %>% group_by(type) %>% top_n(20) %>% ungroup() -> temp1## Selecting by tf_idffor (each in unique(temp1$type)){
temp1 %>% filter(type==each) %>%
ggplot(aes(word,tf_idf))+geom_col(show.legend=FALSE)+labs(x="",y="tf-idf",title="Top 20 Words")+facet_wrap(~type,ncol=1)+coord_flip() -> p
print(p)
}
World cloud of important Words for each type
for (each in unique(temp1$type)){
par(mfrow=c(1.2,1.2))
temp1 %>% filter(type==each) %>% with(wordcloud(word,tf_idf, max.words =100,min.freq=3,scale=c(4,.5),
random.order = FALSE,rot.per=.5,colors=palette()))+ text(x=0.5,y=0.9,each)
}
## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : categorising could not be fit on page. It will not be plotted.## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : depletion could not be fit on page. It will not be plotted.## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : dextroamphetamine could not be fit on page. It will not be plotted.## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : grime could not be fit on page. It will not be plotted.## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : himalayan could not be fit on page. It will not be plotted.## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : sallyjones could not be fit on page. It will not be plotted.## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : speedometer could not be fit on page. It will not be plotted.
## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : ferroequinologist could not be fit on page. It will not be plotted.## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : wums could not be fit on page. It will not be plotted.
## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : computers could not be fit on page. It will not be plotted.
## Warning in wordcloud(word, tf_idf, max.words = 100, min.freq = 3, scale =
## c(4, : wandering could not be fit on page. It will not be plotted.
only one words doesnt show a lot of intresting words . so I use bigrams here : Using TF-IDF to know Most Important Bigrams:
temp=subset(all_type_sen,!(is.na(all_type_sen$text)))
temp=temp %>% select(type,text) %>% unnest_tokens(bigram,text,token="ngrams",n=2)
head(temp,10)## type bigram
## 1 ENFJ that sounds
## 2 ENFJ sounds like
## 3 ENFJ like a
## 4 ENFJ a beautiful
## 5 ENFJ beautiful relationship
## 6 ENFJ relationship already
## 7 ENFJ already but
## 8 ENFJ but don
## 9 ENFJ don t
## 10 ENFJ t pushtempseperated=temp %>% separate(bigram,c("word1","word2"),sep=" ")
tempfiltered=tempseperated %>% filter(!(word1 %in% stop_words$word)) %>% filter(!(word2 %in% stop_words$word))
temp=tempfiltered %>% unite(bigramwords,word1,word2,sep=" ") %>% group_by(bigramwords,type) %>% tally()%>% ungroup() %>% arrange(desc(n)) %>% mutate(bigramwords=factor(bigramwords,levels=rev(unique(bigramwords))))
temp =temp %>% bind_tf_idf(bigramwords,type,n)
temp1=temp %>% select(-n) %>% arrange(desc(tf_idf)) %>% mutate(bigramwords=factor(bigramwords,levels=rev(unique(bigramwords))))
for (each in unique(temp1$type)){
temp %>% filter(type==each) %>% top_n(10) %>% ungroup() %>%
ggplot(aes(bigramwords,tf_idf))+geom_col(show.legend=FALSE)+labs(x="",y="tf-idf",title="Top 20 Words")+facet_wrap(~type,ncol=1)+coord_flip() -> p
print(p)
}## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
## Selecting by tf_idf
sentiment analysis I find positive and negetive sentimntal words count of each type(by bing sentiment) and by calculating diffrention of positive to negetive divided by whole words can find how sentiment they are . (posetive-negetive)/ (posetive+negtive)
tokens=subset(all_type_sen,!(is.na(all_type_sen$text)))
tokens %>% unnest_tokens(word,text) -> tokens
tokens %>% group_by(type)%>%
inner_join(get_sentiments("bing")) %>% # pull out only sentiment words
count(sentiment) %>% # count the # of positive & negative words
spread(sentiment, n, fill = 0) %>% # made data wide rather than narrow
mutate(sentiment = (positive - negative)/(positive + negative)) -> type_sent# # of positive words - # of negative owrds ## Joining, by = "word"type_sent %>% arrange(sentiment) %>% ggplot() + geom_bar(aes(x=reorder(type,-sentiment),y=sentiment,fill=type),stat='identity')+ theme(axis.text.x = element_text(angle = 90, hjust = 1))
it shows that Extroveted people are using more posetive words than introverts . it can easily be seen that sensing people using posetive words more than intuitive people . we have this for feeling people form thinking people too.
sentiment analysis by NRC dataset
tokens %>% group_by(type)%>%
inner_join(get_sentiments("nrc")) %>% # pull out only sentiment words
count(sentiment) %>% # count the # of positive & negative words
spread(sentiment, n, fill = 0) -> nrc_tokens # made data wide rather than narrow ## Joining, by = "word"Mood Ring for all types
library(chorddiag)
row_names <- nrc_tokens$type
sent_count <- dim(nrc_tokens)[2]
nrc_tokens <- cbind(nrc_tokens, Total = rowSums(nrc_tokens[,2:sent_count]))
nrc_tokens[,2:sent_count] <- nrc_tokens[,2:sent_count] / nrc_tokens$Total
head(nrc_tokens)## # A tibble: 6 x 12
## # Groups: type [6]
## type anger anticipation disgust fear joy negative positive
## <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 ENFJ 0.0546 0.103 0.0372 0.0619 0.114 0.115 0.251
## 2 ENFP 0.0555 0.104 0.0403 0.0625 0.114 0.118 0.247
## 3 ENTJ 0.0598 0.101 0.0432 0.0659 0.0933 0.126 0.250
## 4 ENTP 0.0598 0.101 0.0437 0.0660 0.0958 0.131 0.245
## 5 ESFJ 0.0525 0.108 0.0381 0.0623 0.110 0.111 0.258
## 6 ESFP 0.0576 0.102 0.0392 0.0599 0.102 0.126 0.251
## # ... with 4 more variables: sadness <dbl>, surprise <dbl>, trust <dbl>,
## # Total <dbl>stu = as.matrix(nrc_tokens[,2:sent_count])
row.names(stu) = row_names
chorddiag(stu, type = "bipartite", showTicks = F, groupnameFontsize = 14, groupnamePadding = 10, margin = 90)## Warning in RColorBrewer::brewer.pal(g1, palette2): n too large, allowed maximum for palette Greys is 9
## Returning the palette you asked for with that many colors## Warning in RColorBrewer::brewer.pal(g2, palette): n too large, allowed maximum for palette Dark2 is 8
## Returning the palette you asked for with that many colorsas you can see there are some intution about group that we cant get by this chart . but for further analysis we have to find this chart for each diffrent type . like Extrovert to introvert and…
for each two column for below lines are showing ESTJ: extraversion (E), sensing (S), thinking (T), judgment (J) INFP: introversion (I), intuition (N), feeling (F), perception (P)
nrc_tokens %>% mutate(introvert = ifelse(str_detect(type,'I'),'INTROVERT','EXTROVERTS'))%>% mutate(thinking = ifelse(str_detect(type,'T'),"Thinking",'Feeling')) %>%
mutate(Sensing = ifelse(str_detect(type,'S'),"Sensing",'intuition')) %>%
mutate(Judgment = ifelse(str_detect(type,'J'),"Judgment",'perception')) -> nrc_tokensEXTROVERTS,INTROVERT
nrc_tokens %>% ungroup() -> nrc_tokens
temp =split(nrc_tokens,f=nrc_tokens$introvert)
r1 <- temp$EXTROVERTS %>% select(c(2:sent_count)) %>% colSums()
r2 <- temp$INTROVERT %>% select(c(2:sent_count)) %>% colSums()
stu <- rbind(INTROVERT=r1,EXTROVERTS=r2)
row.names(stu)## [1] "INTROVERT" "EXTROVERTS"chorddiag(stu, type = "bipartite", showTicks = F, groupnameFontsize = 14, groupnamePadding = 10, margin = 90)## Warning in RColorBrewer::brewer.pal(g1, palette2): minimal value for n is 3, returning requested palette with 3 different levels## Warning in RColorBrewer::brewer.pal(g2, palette): n too large, allowed maximum for palette Dark2 is 8
## Returning the palette you asked for with that many colorsThinking,Feeling
temp =split(nrc_tokens,f=nrc_tokens$thinking)
r1 <- temp$Thinking %>% select(c(2:sent_count)) %>% colSums()
r2 <- temp$Feeling %>% select(c(2:sent_count)) %>% colSums()
stu <- rbind(Thinking=r1,Feeling=r2)
row.names(stu)## [1] "Thinking" "Feeling"chorddiag(stu, type = "bipartite", showTicks = F, groupnameFontsize = 14, groupnamePadding = 10, margin = 90)## Warning in RColorBrewer::brewer.pal(g1, palette2): minimal value for n is 3, returning requested palette with 3 different levels## Warning in RColorBrewer::brewer.pal(g2, palette): n too large, allowed maximum for palette Dark2 is 8
## Returning the palette you asked for with that many colorsSensing,intuition
temp =split(nrc_tokens,f=nrc_tokens$Sensing)
r1 <- temp$Sensing %>% select(c(2:sent_count)) %>% colSums()
r2 <- temp$intuition %>% select(c(2:sent_count)) %>% colSums()
stu <- rbind(Sensing=r1,intuition=r2)
row.names(stu)## [1] "Sensing" "intuition"chorddiag(stu, type = "bipartite", showTicks = F, groupnameFontsize = 14, groupnamePadding = 10, margin = 90)## Warning in RColorBrewer::brewer.pal(g1, palette2): minimal value for n is 3, returning requested palette with 3 different levels## Warning in RColorBrewer::brewer.pal(g2, palette): n too large, allowed maximum for palette Dark2 is 8
## Returning the palette you asked for with that many colorsJudgment,perception
temp =split(nrc_tokens,f=nrc_tokens$Judgment)
r1 <- temp$Judgment %>% select(c(2:sent_count)) %>% colSums()
r2 <- temp$perception %>% select(c(2:sent_count)) %>% colSums()
stu <- rbind(Judgment=r1,perception=r2)
row.names(stu)## [1] "Judgment" "perception"chorddiag(stu, type = "bipartite", showTicks = F, groupnameFontsize = 14, groupnamePadding = 10, margin = 90)## Warning in RColorBrewer::brewer.pal(g1, palette2): minimal value for n is 3, returning requested palette with 3 different levels## Warning in RColorBrewer::brewer.pal(g2, palette): n too large, allowed maximum for palette Dark2 is 8
## Returning the palette you asked for with that many colorsOveral Shape of each types Post POST LENGTH OF EACH CATEGORY
all_type_sen %>% mutate(text_size = str_length(text)) %>% group_by(type) %>% summarise(mean_post_size= mean(text_size,na.rm=T)) %>% arrange(mean_post_size) %>% ggplot() + geom_bar(aes(x=reorder(type,-mean_post_size),y=mean_post_size,fill=type),stat='identity')+ theme(axis.text.x = element_text(angle = 90, hjust = 1))
as it can be seeb intuition people tend to have longer post size than Sensing people. this can be shown easily by seprating intuition and Sensing like below :
all_type_sen %>%
mutate(introvert = ifelse(str_detect(type,'I'),'INTROVERT','EXTROVERTS'))%>% mutate(thinking = ifelse(str_detect(type,'T'),"Thinking",'Feeling')) %>%
mutate(Sensing = ifelse(str_detect(type,'S'),"Sensing",'intuition')) %>%
mutate(Judgment = ifelse(str_detect(type,'J'),"Judgment",'perception')) ->all_type_sen
all_type_sen %>% mutate(text_size = str_length(text)) %>% group_by(Sensing) %>% summarise(mean_post_size= mean(text_size,na.rm=T)) %>% arrange(mean_post_size) %>% ggplot() + geom_bar(aes(x=reorder(Sensing,-mean_post_size),y=mean_post_size,fill=Sensing),stat='identity')+ theme(axis.text.x = element_text(angle = 90, hjust = 1))
clean_type_sen <- NULL
#' Count frequency of a word or punctuation mark in a text
#'
#' Matches a vector of target words/punctuation marks to a larger vector
#' of words/punctuation marks and counts how many times that particular word or
#' punctuation marks occurs in the larger string. Returns a data table with the
#' matched words or punctuation marks with their number the occurrances
#' in the larger string.
#'
#' @param characters Large vector of words/punctuation marks to be matched with
#' a smaller list of desired words/characters.
#' @param char.list Vector of target words/punctuation marks to be matched with the larger
#' vector of words/characters
#' @param punctuation Boolean that determines whether to convert
#' punctuation marks into words in final output table
#' @note the accepted punctuation marks are commas, periods, semicolons, question marks
#' exclamation points, quotation marks (forward and backward), ellipses and em-dashes.
#' @note to match quotation marks, use Unicode characters for right (u201D) and left (u201C)
#' quotation marks.
#' @export
#' @examples
#' char <- extract_token(gardenParty)
#' charfreq(char, c("she", "he", "them"), punctuation = FALSE)
#'
#' char <- extract_punct(gardenParty)
#' charfreq(char, c(".", "...", "?"), punctuation = TRUE)
#' Get frequency of words per line
#'
#' Returns a data table returning the number of times a series of desired
#' words appears in a given line of text and the index number of that line.
#'
#' @param text Any text or document as a character vector
#' @param freqwords Vector of target words
#' to be matched with the text/document of interest
#' @importFrom dplyr mutate
#' @importFrom tidyr spread
#' @export
#' @examples
#' freq_word_line(text = gardenParty, freqwords = c("she", "they", "he"))
freq_word_line <- function(text, freqwords){
line_index <- c()
frequency <- NA
for(i in 1:length(text)){
words <- extract_token(text[i])
WordsFreq <- charfreq(words, freqwords)
line_index <- c(line_index, paste(i))
WordsFreq <- tidyr::spread(WordsFreq, character, freq)
if(i == 1){
frequency <- WordsFreq
}
else{
frequency <- rbind(frequency, WordsFreq)
}
}
line_index <- as.numeric(line_index)
output <- cbind(line_index, frequency)
return(output)
}
#' Get frequency of punctuation marks per line
#'
#' Returns a data table returning the number of times a series of
#' desired punctuation marks appear in a given line and the index
#' number of that line.
#'
#' @param text Vector of strings representing lines of a text
#' @param punctlist Vector of target punctuation marks to be matched
#' with the text/document of interest
#' @importFrom dplyr mutate
#' @importFrom tidyr spread
#' @export
#' @examples
#' freq_punct_line(text = gardenParty, punctlist = c(".", "?", "..."))
freq_punct_line <- function(text, punctlist){
line_index <- c()
frequency <- NA
for(i in 1:length(text)){
words <- extract_punct(text[i])
WordsFreq <- charfreq(words, punctlist, punctuation = TRUE)
line_index <- c(line_index, paste(i))
WordsFreq <- tidyr::spread(WordsFreq, character, freq)
if(i == 1){
frequency <- WordsFreq
}
else{
frequency <- rbind(frequency, WordsFreq)
}
}
line_index <- as.numeric(line_index)
output <- cbind(line_index, frequency)
return(output)
}**frequency of punctuation for each type I use punctuation frequency as I think maybe sensing people using more punctuation than other group .
charfreq <- function(characters, char.list, punctuation = FALSE){
freq <- c()
char.list[which(char.list=="?")] <- "\\?"
char.list[which(char.list==".")] <- "~"
if(punctuation == FALSE){
char.list <- paste("^", char.list, sep = "")
}
else{
characters[which(characters == ".")] <- "~"
}
for(i in 1:length(char.list)){
x <- length(grep(char.list[i], characters))
freq <- c(freq, x)
if(punctuation == TRUE){
if (char.list[i] == ","){
char.list[i] <- "comma"
}
if (char.list[i] == "\u2014"){
char.list[i] <- "em_dash"
}
if (char.list[i] == "~"){
char.list[i] <- "period"
}
if (char.list[i] == "\\?"){
char.list[i] <- "question_mark"
}
if (char.list[i] == "!"){
char.list[i] <- "exclaim_point"
}
if (char.list[i] == "..."){
char.list[i] <- "ellipsis"
}
if (char.list[i] == ";"){
char.list[i] <- "semicolon"
}
if (char.list[i] == "\u201C"){
char.list[i] <- "left_quote"
}
if (char.list[i] == "\u201D"){
char.list[i] <- "right_quote"
}
}
}
char.list[which(char.list=="~")] <- "\\."
if(punctuation == FALSE){
char.list = substring(char.list, 2)
}
output <- data.frame(char.list, freq)
colnames(output) <- c("character", "freq")
return(output)
}
all_type_sen <- melt(type_sen,id= 'type')## Warning: attributes are not identical across measure variables; they will
## be droppedall_type_sen$variable = NULL
colnames(all_type_sen)[2] = 'text'
head(all_type_sen,100)## type
## 1 INFJ
## 2 ENTP
## 3 INTP
## 4 INTJ
## 5 ENTJ
## 6 INTJ
## 7 INFJ
## 8 INTJ
## 9 INFJ
## 10 INTP
## 11 INFJ
## 12 ENFJ
## 13 INFJ
## 14 INTJ
## 15 INTP
## 16 INTP
## 17 INFJ
## 18 INFP
## 19 INFJ
## 20 INFP
## 21 INTP
## 22 INFJ
## 23 ENTJ
## 24 INFP
## 25 ENTJ
## 26 INFP
## 27 ENFP
## 28 ISFP
## 29 INFP
## 30 INFJ
## 31 INFP
## 32 INFJ
## 33 INTP
## 34 INFJ
## 35 ENFJ
## 36 INFJ
## 37 INTJ
## 38 INFP
## 39 ENFP
## 40 ENTJ
## 41 ISTP
## 42 INFJ
## 43 INTP
## 44 INFP
## 45 INTJ
## 46 INTP
## 47 ENTJ
## 48 INFP
## 49 ISFJ
## 50 INTJ
## 51 INTP
## 52 INFP
## 53 ISFJ
## 54 INTP
## 55 INFP
## 56 INFP
## 57 INFP
## 58 ENFJ
## 59 INTP
## 60 INTJ
## 61 INFJ
## 62 INTP
## 63 INFP
## 64 INFP
## 65 ENTP
## 66 INTP
## 67 ISFP
## 68 ENFJ
## 69 INFJ
## 70 ENFJ
## 71 INFJ
## 72 INFP
## 73 ENFP
## 74 ISTP
## 75 INFJ
## 76 INTP
## 77 INTJ
## 78 INTJ
## 79 INTJ
## 80 INFP
## 81 INFP
## 82 INFJ
## 83 ENTP
## 84 ENTJ
## 85 INFP
## 86 INTP
## 87 INFP
## 88 ISFJ
## 89 ISTJ
## 90 INTP
## 91 ENTP
## 92 INTP
## 93 ISFP
## 94 ENFJ
## 95 INFJ
## 96 INFP
## 97 INFJ
## 98 INTJ
## 99 INFJ
## 100 ENFP
## text
## 1 'http://www.youtube.com/watch?v=qsXHcwe3krw
## 2 'I'm finding the lack of me in these posts very alarming.
## 3 'Good one _____ https://www.youtube.com/watch?v=fHiGbolFFGw
## 4 'Dear INTP, I enjoyed our conversation the other day. Esoteric gabbing about the nature of the universe and the idea that every rule and social code being arbitrary constructs created...
## 5 'You're fired.
## 6 '18/37 @.@
## 7 'No, I can't draw on my own nails (haha). Those were done by professionals on my nails. And yes, those are all gel. You mean those you posted were done by yourself on your own nails? Awesome!
## 8 'I tend to build up a collection of things on my desktop that i use frequently and then move them into a folder called 'Everything' from there it get sorted into type and sub type
## 9 I'm not sure, that's a good question. The distinction between the two is so dependant on perception. To quote Robb Flynn, ''The hate you feel is nothing more, than love you feel to win this war.''
## 10 'https://www.youtube.com/watch?v=w8-egj0y8Qs
## 11 'One time my parents were fighting over my dad's affair and my dad pushed my mom. The fall broke her finger. She's pointed a gun at him and made him get on his knees and beg for his life. She's...
## 12 'https://www.youtube.com/watch?v=PLAaiKvHvZs
## 13 'Joe santagato - ENTP
## 14 'Fair enough, if that's how you want to look at it. Like I stated before, they were incredibly naive in their comments... However, they think those are things that would help us because those are the...
## 15 'Basically this... https://youtu.be/1pH5c1JkhLU
## 16 'Your comment screams INTJ, bro. Especially the useless part.
## 17 'some of these both excite and calm me: BUTTS bodies brains community gardens camping camping with dogs hiking with dogs chillin with animals
## 18 'I think we do agree. I personally don't consider myself Alpha, Beta, or Foxtrot (lol at my own joke). People are people. We both agree that having emotions isn't the same as being weak, whiny,...
## 19 'I fully believe in the power of being a protector, to give a voice to the voiceless. So in that spirit I present this film, and hope it it recieved in the spirit of compassion. Om Mani Padme Hum ...
## 20 'That's normal, it happens also to me. If I am in high mood, I can act like a 478. Depressed, like a 468. Satisfied and relaxed, 451. But the real type of mine is 458.
## 21 'Steve Job's was recognized for his striving for efficiency and practicality. His genius is in his systemization of inventions, less so than in invention. This is where claims of Se and Te come from.
## 22 'It is very annoying to be misinterpreted. Especially with regards to your core, to your intentions and desires. Like when people keep saying that you're in love with somebody for whom you only had...
## 23 'Now I'm interested. But too lazy to go research it, because it's time-consuming :(
## 24 '45016 urh sorry uh. couldn't resist.
## 25 'Still going strong at just over the two year mark. I have made noticeable changes and do not plan on slowing. I have attached my 2 year progress picture, but with my face cropped out, you know to...
## 26 'Personally, I was thinking this would be more of an SJ type job in a ways.
## 27 'He doesn't want to go on the trip without me, so me staying behind wouldn't be an option for him. I think he really does believe that I'm the one being unreasonable. He still continues to say that...
## 28 'They paint without numbers
## 29 'Basically, my main questions are : What do you believe in ? What are the values that matter the most to you ?* (Sorry if I tend to be confusing)
## 30 'I think that that can absolutely be true of infjs, and we shamefully have much potential in that department. Not gonna lie, I am guilty of some unwarranted door slams, and maybe it may seem cruel at...
## 31 '...Is it possible to stop caring about someone entirely? Well I believe it's possible to stop caring about someone entirely. If they never cross your mind anymore, then you'd never bother to...
## 32 it could be pyroluria.. you know.. it is an ongoing tension inside of you.
## 33 'I'm seriously considering marriage to my longtime ENFP girlfriend. But do you think she'll be able to give me a little more space when we are settled down in marriage? My two biggest problems with...
## 34 'Sometimes I wonder that too.. the reason being that INFJ's seem so absractly deep that even being one myself I don't understand them all the time ;D
## 35 https://www.youtube.com/watch?v=AwgF14ySLpw I do stuff like dis.
## 36 http://www.youtube.com/watch?v=ipUdoUcNmKI http://www.youtube.com/watch?v=G9UmSqRZTrs http://www.youtube.com/watch?v=RJd9kv8cbEo http://www.youtube.com/watch?v=XRd4-kDlXw8
## 37 'Poker face for sure, accompanied by some sarcasm probably! But inside I'm running a pretty vivid list of pros and cons starting with asking myself 'do I like them back'? I probably know the answer...
## 38 'https://www.youtube.com/watch?v=L-AQHLFOk0Y Periphery - Froggin Bullfish
## 39 'Hey ENFPs. I've posted this thread on the philosophy board too, but I am really curious to reading responses from ENFPs in particular. I've realized that I am quite prone to the following: ...
## 40 'Hello! I am working on a presentation by type. Part of each presentation is feedback from a range of people of the type being reviewed. I would greatly appreciate it if you could take a few...
## 41 'I got 593. From what I've read about the Enneagram I'm a 953, though. I read somewhere that a lot of 9's mistype themselves as 5's.
## 42 'Trying not to feel totally worthless... Why do I have to be so sensitive ugh stupid brain. ...Maybe you never actually gave a fuck. You don't know the damage you've done...that I've done,...
## 43 Painting the world with the colors of my soul. Interpret it as you like - helping others by volunteering, teaching, giving everything you have. Personal growth - learning as much about the universe...
## 44 'I'm Type 9 and people in my family (who aren't gut-types) sometimes complain that I 'don't think'. I do feel like I don't really 'think' about certain actions-- I just do them, almost automatically....
## 45 'http://66.media.tumblr.com/fc2b6f0976361f604aafc7fe7affef4f/tumblr_inline_n6wx0lOJ4W1sbbi53.gif (INTJ)
## 46 'Eh... hate the music, the consumerism, a lot of it. The dinners are usually stilted and uncomfortable, the gift-giving disappointing, overall, not my thing. My friends and I usually go out and do...
## 47 'No. If you neglect them, your finances will always be burning on the back of every decision you make, will start to influence your friendships and warp your perceptions of other people and their...
## 48 Bruce Wayne: INFJ Batman persona: ESFP (moral edition) Alfred: ISFJ Rachel: ESFJ Commissioner Gordon: INTP Ra's Al Ghul: ESTJ (messed-up edition) The Joker: ENTP (messed-up edition) Harvey...
## 49 'I love feeling affectionate for the one I love and care for. I care about her very deeply. I want to protect her, make her happy, and always be by her side. I feel that romantic love is probably...
## 50 'Why tell, when I can show... ratchan's PSN Profile - PSNProfiles.com
## 51 'Would be interested in a detailed answer to this question also. Would love to answer properly but I agree and i my view is yes, because I procrastinate every day in many areas of my life....
## 52 'Okay, I meant to create this thread here but I accidentally created it somewhere else, so I'll just copy and paste it here. Hello everyone, it's been a long time since I've visited this forum. I...
## 53 'I'm currently rooting around in the forum, looking for a place to rant. I think this thread is as good as any! I have a friend who asks me to go with her to a bunch of events and stuff that I do...
## 54 'once you realize you are an INTP. you either will become more INTPish. or instead try to evolve and be more open to emotions (without logical explanations).
## 55 'I love reading, and I wish I wasn't allergic to dust, so I could read all those beautiful, old, dusty books. I love seeing people smile.
## 56 'ideal you
## 57 'Pure sass when it strikes me.
## 58 'That sounds like a beautiful relationship already. But don't push too fast as it seems she needs to be appreciated as a friend. But at the end of the day you can only feel what happens when the...
## 59 'I have many social screw ups. None of them funny though, mostly mentally traumatizing.
## 60 I feel some way about people that can't solve the problem if that counts.
## 61 'Me: INFJ Mom: ISTJ Dad: ENFJ Sister: ISTJ
## 62 'You're taking life too seriously, bro. Chill. Also, just be comfortable with yourself and don't hate on others... Hate is not healthy for you. Even more so when you think too much about it.
## 63 Well I have not attended graduate school yet but I am in the same boat as you. I plan on applying for graduate school in counseling this fall and I have been attempting to do some research....
## 64 'That's an opinion, not a fact. That being said, I believe in the inherent right of everyone to be as big of an asshole as they want as long as they don't infringe on the rights of others to do the...
## 65 'I believed in God all my life up until about a year ago. My mother was a very strong believer in God and encouraged me and my brothers to be the same way. She didn't force it down our throats or...
## 66 'No offense to any ESTJs that may read this, but the few that I've talked to are obnoxious, loud, lie about shit to try to look cool, and usually talk out of their asses about things they can't back...
## 67 'True, sadly not many have felt like participating in it:unsure:, it could be so helpful if more ISFP's felt like sharing their point of view :wink:
## 68 'I've always thought of Tony Stark as more of an ENTJ... (and it sort of matters to me his type because I've been wondering the type of one of my teachers as a reference point and he's very much like...
## 69 'I would strongly recommend not taking shortcuts. I feel like whenever you're looking for something too specific you end up missing out on interesting opportunities. That ESTP who's the life of the...
## 70 'ABILITY TO TRANSFORM. Form of... a bucket of water!
## 71 'than you may be an ambivert, somewhere in the middle. I read in a book called the Introvert Advantage by Martin Olsen Laney that people who can gain energy by doing both could be an ambivert. You may...
## 72 Last real relationship I've been in was over a year ago.
## 73 '85307 My brothers and I, I'm on the far right
## 74 'I'm only a mystery to myself
## 75 'Yeah i'm an a-hole too depending on who you are and what you consider one to be. Nothing wrong with that... just be you. who cares what your supposed to be... who knows maybe your brother is the...
## 76 'Add me to the empathetic club. I can also be very expressive at times.
## 77 'Friend: So, you haven't been to the new office yet! Me: No. I was planning to go to the grand opening but . . . something happened. Friend: You really need to work on your social excuses. ...
## 78 'You clearly don't want to move there. Don't.
## 79 'I suck at keeping in touch with people. No matter how hard I try, or how much I like someone, I only have the social energy to even attempt to stay in touch with about two or three people at a time...
## 80 'I've heard all my life that you either get Algebra or Geometry. I can't say why that is. Apologies, I was good with Calculus. It was Trig and Geometry, gaaaah! Beat them with sticks!
## 81 Cosmo.
## 82 'Thanks JayDubs Miss Bingley LittleDreamer Your advices are important! :D . And how you deal with a familiar that wants to force you to go to uni? I just can't stand my grandma's cold looks and...
## 83 'Good stuff. I used cpa excel to study and basically tried to learn a little bit about every sub topic - you can't get too bogged down in the details...if you catch yourself getting bogged down, look...
## 84 'Bump
## 85 'i regret watching the finals for this tourney-- i knew i should of just read about the result after the fact, team i was rooting for totally outclassed... winners played out of their minds... so...
## 86 'I'm bouncing in and out of this thread as my temper allows, I will admit. I'm using my reserves of temper to respond this. The italicized is unreasonable. That's not going to argued against. On...
## 87 'potentially the most dangerous man in the world
## 88 'i beat that by seeking out a housemate that worked away months at a time, and when he was home, he visited his mates after they finished work, so i was alone 80% of the time :D oh i dont...
## 89 'Newton's Universal Gravity Law. I mean seriously, where would we be if nothing followed that law? Dust particles in space.
## 90 'I'm thinking that you are probably INTP. A lot of your answers are nearly identical to what mine would be (and yes, I know, this is an unscientific way to confirm, but I don't have time to analyze...
## 91 'I know an ENTJ and it's everything I wanted to be. So full of purpose and the drive to execute in the best quality, but intimidating. Some INTJs I met are pretty cool, you can leave them be and still...
## 92 'Software development. My job is terrible for me because most of it is support-related. I need to be creating something interesting in order to be fulfilled by my work and I can so rarely do that...
## 93 1: Make all the money that goes to unnecessary shit like war and capitalism be re-directed into the health care system. 2: Change food, people should buy local. With all the energy spent to make...
## 94 It burns!! Haha
## 95 I hate not being able to afford any real help on my own. I tried using a therapy app and got a response telling me to drink bleach and another saying that I should send pictures of self harm scars...
## 96 'In Udaipur, Rajasthan, where I lived for a few years, squirrels roamed wild over the houses and were barely tolerated by the people. I began feeding the ones in my yard, (corn, bread, nuts) but then...
## 97 'Amelie - though I'm sure someone has mentioned this already Shutter Island - It's the only movie I can think of right now but it's full of metaphors and has an unpredictable and twisted plot that...
## 98 'https://www.youtube.com/watch?v=8IEQpfA528M :ball:
## 99 'This. Also flashbacks to times you've been criticized by others (especially if you feel it was undeserved criticism/you were misunderstood)
## 100 'Learning to say no, the right way, is the greatest talent you have yet to cultivate. Good luck :)temp <- sample_n(all_type_sen, 10000)
panc <- data.frame(question_mark=numeric(),exclaim_point=numeric())
for (i in 1:length(temp$type)){
panc = rbind(panc,spread(
charfreq(temp$text[i],c("?",'!'), punctuation = TRUE),character,freq))
}
panc$type <- temp$type
panc %>% group_by(type) %>% summarise(mean_question_count = mean(question_mark),mean_exclaim_point_count=mean(exclaim_point)) -> panc_temp
panc_temp%>% ggplot() + geom_bar(aes(x=reorder(type,-mean_question_count),y=mean_question_count,fill=type),stat='identity')+ theme(axis.text.x = element_text(angle = 90, hjust = 1))
as you can see count of using question mark (?) is diffrent between each group. like it seems that Thinking people are using more question mark (?) than Feeling type people . that maybe beacause they ask more. but we can see more variation between personolity type for (exclaim_point) (!) .
panc_temp%>% ggplot() + geom_bar(aes(x=reorder(type,-mean_exclaim_point_count),y=mean_exclaim_point_count,fill=type),stat='identity')+ theme(axis.text.x = element_text(angle = 90, hjust = 1))
as it can be easily seen all F (feeling type) are using more ! punctuation than Thinking people that it could be meaningfull for findyng personolity type.